{
 "cells": [
  {
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"
    }
   },
   "cell_type": "markdown",
   "id": "47966075",
   "metadata": {},
   "source": [
    "## 链\n",
    "回顾\n",
    "\n",
    "我们构建了一个包含节点、正常边和条件边的简单图。\n",
    "\n",
    "## 目标\n",
    "\n",
    "现在，让我们构建一个包含4个概念的简单链：<br/>\n",
    "- 使用聊天消息 作为我们的图状态\n",
    "- 在图形节点中使用聊天模型\n",
    "- 将工具绑定 到我们的聊天模型\n",
    "- 在图形节点中执行工具调用\n",
    "\n",
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5c5e0b5c",
   "metadata": {},
   "source": [
    "## 消息\n",
    "\n",
    "聊天模型可以使用message ，它可以捕获对话中的不同角色。<br/>\n",
    "LangChain 支持各种消息类型，包括HumanMessage、AIMessage、SytemMessage和ToolMessage。<br/>\n",
    "这些代表来自用户、来自聊天模型、用于聊天模型指导行为以及来自工具调用的消息。<br/>\n",
    "\n",
    "让我们创建一个消息列表。\n",
    "每条消息都可以提供以下几项：\n",
    "\n",
    "- content: 消息内容\n",
    "- name: 可选，消息作者\n",
    "- response_metadata: 可选、元数据字典（例如，通常由模型提供者为AIMessage填充）\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "359be9f6",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "==================================\u001b[1m Ai Message \u001b[0m==================================\n",
      "Name: Model\n",
      "\n",
      "所以你说你在研究 FPV 无人机？\n",
      "================================\u001b[1m Human Message \u001b[0m=================================\n",
      "Name: Ronnie\n",
      "\n",
      "是的，没错。\n",
      "==================================\u001b[1m Ai Message \u001b[0m==================================\n",
      "Name: Model\n",
      "\n",
      "太好了，你想了解什么？\n",
      "================================\u001b[1m Human Message \u001b[0m=================================\n",
      "Name: Ronnie\n",
      "\n",
      "我想了解如何驾驶 FPV 无人机。\n"
     ]
    }
   ],
   "source": [
    "from pprint import pprint\n",
    "from langchain_core.messages import AIMessage, HumanMessage\n",
    "\n",
    "messages = [AIMessage(content=f\"所以你说你在研究 FPV 无人机？\", name=\"Model\")]\n",
    "messages.append(HumanMessage(content=f\"是的，没错。\",name=\"Ronnie\"))\n",
    "messages.append(AIMessage(content=f\"太好了，你想了解什么？\", name=\"Model\"))\n",
    "messages.append(HumanMessage(content=f\"我想了解如何驾驶 FPV 无人机。\", name=\"Ronnie\"))\n",
    "\n",
    "for m in messages:\n",
    "    m.pretty_print()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "5130089c",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "OPENAI_API_KEY: ········\n",
      "OPENAI_BASE_URL: ········\n"
     ]
    }
   ],
   "source": [
    "import os, getpass\n",
    "\n",
    "def _set_env(var: str):\n",
    "    if not os.environ.get(var):\n",
    "        os.environ[var] = getpass.getpass(f\"{var}: \")\n",
    "\n",
    "_set_env(\"OPENAI_API_KEY\")\n",
    "_set_env(\"OPENAI_BASE_URL\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "034bb9ed",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "langchain_core.messages.ai.AIMessage"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from langchain_openai import ChatOpenAI\n",
    "llm = ChatOpenAI(model=\"gpt-4o\")\n",
    "result = llm.invoke(messages)\n",
    "type(result)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "abab5457",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "AIMessage(content='驾驶 FPV（第一人称视角）无人机是一项非常有趣的体验，但同时也需要一定的技术和注意安全。以下是一些初学者的基本步骤和建议：\\n\\n1. **选择合适的设备：**\\n   - **FPV 无人机**：确保购买适合初学者的型号，通常会有简便的飞行功能。\\n   - **遥控器**：要选择舒适且功能齐全的遥控器。\\n   - **护目镜**：FPV 体验通常需要使用护目镜来实时查看摄像头的画面。\\n   - **电池**：备足电池，飞行一次通常10-20分钟，视具体无人机而定。\\n\\n2. **了解法规和安全规则：**\\n   - 学习当地的无人机法规和飞行限制，避免在禁区和机场等敏感区域飞行。\\n   - 始终保护他人和自己的安全，不要在人群密集的地方飞行。\\n\\n3. **初学者练习：**\\n   - **模拟器训练**：在电脑飞行模拟器中练习，可以帮助你熟悉操控并减少坠毁风险。\\n   - **户外练习**：在开放、安全的区域练习，选择风速较小的日子。\\n\\n4. **基本操作：**\\n   - **起飞和降落**：掌握起飞和降落是基础，确保平稳。\\n   - **悬停**：学会稳定地悬停是控制无人机的关键。\\n   - **转向和移动**：尝试不同方向的移动和转向，并练习返航路径。\\n\\n5. **维护和检查：**\\n   - 在每次飞行前、飞行中和飞行后进行设备检查和维护。\\n   - 定期检查电机、桨叶和机身连接情况。\\n\\n6. **不断学习和提升：**\\n   - 观看教程视频，从其他飞手的经验中学习。\\n   - 参与 FPV 社区和活动，获得更多反馈和提高交流。\\n\\n驾驶 FPV 无人机需要时间和练习，请保持耐心，并始终以安全为首要目标。祝你有愉快的飞行体验！', additional_kwargs={'refusal': None}, response_metadata={'token_usage': {'completion_tokens': 489, 'prompt_tokens': 65, 'total_tokens': 554, 'completion_tokens_details': None, 'prompt_tokens_details': None}, 'model_name': 'gpt-4o-2024-08-06', 'system_fingerprint': 'fp_ee1d74bde0', 'id': 'chatcmpl-BW1AlSObt07tV1c65ejpzorzcDQ9a', 'service_tier': None, 'finish_reason': 'stop', 'logprobs': None}, id='run--65afe8aa-6866-4adb-8ebd-66fcc9f327e1-0', usage_metadata={'input_tokens': 65, 'output_tokens': 489, 'total_tokens': 554, 'input_token_details': {}, 'output_token_details': {}})"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "result"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "4893e0ba",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'token_usage': {'completion_tokens': 489,\n",
       "  'prompt_tokens': 65,\n",
       "  'total_tokens': 554,\n",
       "  'completion_tokens_details': None,\n",
       "  'prompt_tokens_details': None},\n",
       " 'model_name': 'gpt-4o-2024-08-06',\n",
       " 'system_fingerprint': 'fp_ee1d74bde0',\n",
       " 'id': 'chatcmpl-BW1AlSObt07tV1c65ejpzorzcDQ9a',\n",
       " 'service_tier': None,\n",
       " 'finish_reason': 'stop',\n",
       " 'logprobs': None}"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "result.response_metadata"
   ]
  },
  {
   "attachments": {
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"
    }
   },
   "cell_type": "markdown",
   "id": "5a6ef7ef",
   "metadata": {},
   "source": [
    "## 工具\n",
    "每当您想要模型与外部系统交互时，工具都很有用。<br/>\n",
    "\n",
    "外部系统（例如 API）通常需要特定的输入模型或有效负载，而不是自然语言。<br/>\n",
    "例如，当我们将API绑定为工具时，我们让模型了解所需的输入模型。<br/>\n",
    "\n",
    "该模型将根据用户的自然语言输入选择调用工具。<br/>\n",
    "并且，它将返回遵循工具模式的输出。<br/>\n",
    "\n",
    "许多LLM 提供商支持工具调用，并且LangChain中的工具调用接口 很简单。<br/>\n",
    "\n",
    "您只需要将任何Python funcation传递到ChatModel。bind_tools(funcation)中即可。<br/>\n",
    "\n",
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "69c47854",
   "metadata": {},
   "outputs": [],
   "source": [
    "def multiply(a: int, b: int) -> int:\n",
    "    \"\"\"Multiply a and b.\n",
    "\n",
    "    Args:\n",
    "        a: first int\n",
    "        b: second int\n",
    "    \"\"\"\n",
    "    return a * b\n",
    "\n",
    "llm_with_tools = llm.bind_tools([multiply])"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "1079ae4c",
   "metadata": {},
   "source": [
    "如果我们传递一个输入 - 例如“2 乘以3 等于多少”我们会看到返回一个工具调用。 <br/>\n",
    "\n",
    "工具调用具有与函数的输入模式以及要调用的函数名称相匹配的特定参数。<br/>\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "745165af",
   "metadata": {},
   "outputs": [],
   "source": [
    "tool_call = llm_with_tools.invoke([HumanMessage(content=f\"2 乘以 3 等于多少\", name=\"Ronnie\")])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "6554eb40",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'name': 'multiply',\n",
       "  'args': {'a': 2, 'b': 3},\n",
       "  'id': 'call_yEnRJXFiSRtDZW2yyN8hLqJt',\n",
       "  'type': 'tool_call'}]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tool_call.tool_calls"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b2c56a2f",
   "metadata": {},
   "source": [
    "## 使用消息作为状态\n",
    "有了这些基础，我们现在 可以在图形状态中使用message。<br/>\n",
    "\n",
    "让我们将状态MessageState定义为具有单个键Message的TypeDict。 <br/>\n",
    "messages 只是一个消息列表，正如我们上面定义的（例如，HumanMessage等）。<br/>\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "bcbe47ce",
   "metadata": {},
   "outputs": [],
   "source": [
    "from typing_extensions import TypedDict\n",
    "from langchain_core.messages import AnyMessage\n",
    "\n",
    "class MessagesState(TypedDict):\n",
    "    messages: list[AnyMessage]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "4d51b1ed",
   "metadata": {},
   "outputs": [],
   "source": [
    "from typing import Annotated\n",
    "from langgraph.graph.message import add_messages\n",
    "\n",
    "class MessagesState(TypedDict):\n",
    "    messages: Annotated[list[AnyMessage], add_messages]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "6137840e",
   "metadata": {},
   "outputs": [],
   "source": [
    "from langgraph.graph import MessagesState\n",
    "\n",
    "class MessagesState(MessagesState):\n",
    "    # 添加除消息之外所需的任何键\n",
    "    pass"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "772d6440",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[AIMessage(content='您好！我能为您做些什么？', additional_kwargs={}, response_metadata={}, name='Model', id='c2c33df9-05d2-4a0d-a718-3b881bee081d'),\n",
       " HumanMessage(content='我正在寻找有关 fpv 无人机的信息.', additional_kwargs={}, response_metadata={}, name='Ronnie', id='25521124-fab5-4400-8312-82e0c2f60664'),\n",
       " AIMessage(content='当然，我可以帮忙。你具体对什么感兴趣？', additional_kwargs={}, response_metadata={}, name='Model', id='2eb07ab6-498c-4755-900f-8d48dc3aafaa')]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 初始状态\n",
    "initial_messages = [AIMessage(content=\"您好！我能为您做些什么？\", name=\"Model\"),\n",
    "                    HumanMessage(content=\"我正在寻找有关 fpv 无人机的信息.\", name=\"Ronnie\")\n",
    "                   ]\n",
    "\n",
    "# 要添加的新消息\n",
    "new_message = AIMessage(content=\"当然，我可以帮忙。你具体对什么感兴趣？\", name=\"Model\")\n",
    "\n",
    "# 测试\n",
    "add_messages(initial_messages , new_message)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6b8323f7",
   "metadata": {},
   "source": [
    "## 我们的图\n",
    "现在，让我们将MessageState图表结合使用。<br/>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "0dfcbc3e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from IPython.display import Image, display\n",
    "from langgraph.graph import StateGraph, START, END\n",
    "    \n",
    "# 节点\n",
    "def tool_calling_llm(state: MessagesState):\n",
    "    return {\"messages\": [llm_with_tools.invoke(state[\"messages\"])]}\n",
    "\n",
    "# 建立图\n",
    "builder = StateGraph(MessagesState)\n",
    "builder.add_node(\"tool_calling_llm\", tool_calling_llm)\n",
    "builder.add_edge(START, \"tool_calling_llm\")\n",
    "builder.add_edge(\"tool_calling_llm\", END)\n",
    "graph = builder.compile()\n",
    "\n",
    "# 显示\n",
    "display(Image(graph.get_graph().draw_mermaid_png()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "3c876ae5",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "================================\u001b[1m Human Message \u001b[0m=================================\n",
      "\n",
      "你好！\n",
      "==================================\u001b[1m Ai Message \u001b[0m==================================\n",
      "\n",
      "你好！有什么我可以帮您的吗？\n"
     ]
    }
   ],
   "source": [
    "messages = graph.invoke({\"messages\": HumanMessage(content=\"你好！\")})\n",
    "for m in messages['messages']:\n",
    "    m.pretty_print()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "c7acf669",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "================================\u001b[1m Human Message \u001b[0m=================================\n",
      "\n",
      "10乘9等于多少？\n",
      "==================================\u001b[1m Ai Message \u001b[0m==================================\n",
      "Tool Calls:\n",
      "  multiply (call_th750o8KgO2WG7Bq4WG9y9na)\n",
      " Call ID: call_th750o8KgO2WG7Bq4WG9y9na\n",
      "  Args:\n",
      "    a: 10\n",
      "    b: 9\n"
     ]
    }
   ],
   "source": [
    "messages = graph.invoke({\"messages\": HumanMessage(content=\"10乘9等于多少？\")})\n",
    "for m in messages['messages']:\n",
    "    m.pretty_print()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "22a36653",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3.10",
   "language": "python",
   "name": "python310"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.16"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
